from dataprep.eda import plot, plot_correlation, create_report, plot_missing
import seaborn as sns
import pandas as pd
import numpy as np
%matplotlib inline

NumExpr defaulting to 8 threads.

pip install dataprep

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ERROR: Could not install packages due to an EnvironmentError: [WinError 5] Access is denied: 'c:\\programdata\\anaconda3\\lib\\site-packages\\yarl-1.6.2.dist-info\\direct_url.json'
Consider using the `--user` option or check the permissions.

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Installing collected packages: yarl
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    Uninstalling yarl-1.6.2:

data = sns.load_dataset("diamonds")
data.head()

	carat	cut	color	clarity	depth	table	price	x	y	z
0	0.23	Ideal	E	SI2	61.5	55.0	326	3.95	3.98	2.43
1	0.21	Premium	E	SI1	59.8	61.0	326	3.89	3.84	2.31
2	0.23	Good	E	VS1	56.9	65.0	327	4.05	4.07	2.31
3	0.29	Premium	I	VS2	62.4	58.0	334	4.20	4.23	2.63
4	0.31	Good	J	SI2	63.3	58.0	335	4.34	4.35	2.75

plot(data)

Stats and Insights

Dataset Statistics

Number of Variables	10
Number of Rows	53940
Missing Cells	0
Missing Cells (%)	0.0%
Duplicate Rows	146
Duplicate Rows (%)	0.3%
Total Size in Memory	3.0 MB
Average Row Size in Memory	59.0 B
Variable Types	Numerical: 7 Categorical: 3

Dataset Insights

x and y have similar distributions	Similar Distribution
carat is skewed	Skewed
depth is skewed	Skewed
table is skewed	Skewed
price is skewed	Skewed
y is skewed	Skewed
z is skewed	Skewed
color has constant length 1	Constant Length

carat

'hist.bins': 50

Number of bins in the histogram

'hist.yscale': 'linear'

Y-axis scale ("linear" or "log")

'hist.color': '#aec7e8'

Color

Copy All Parameters

Column Insights

1. carat is skewed

cut

'bar.bars': 10

Maximum number of bars to display

'bar.sort_descending': True

Whether to sort the bars in descending order

'bar.yscale': 'linear'

Y-axis scale ("linear" or "log")

Copy All Parameters

color

'bar.bars': 10

Maximum number of bars to display

'bar.sort_descending': True

Whether to sort the bars in descending order

'bar.yscale': 'linear'

Y-axis scale ("linear" or "log")

Copy All Parameters

Column Insights

1. color has constant length 1

clarity

'bar.bars': 10

Maximum number of bars to display

'bar.sort_descending': True

Whether to sort the bars in descending order

'bar.yscale': 'linear'

Y-axis scale ("linear" or "log")

Copy All Parameters

depth

'hist.bins': 50

Number of bins in the histogram

'hist.yscale': 'linear'

Y-axis scale ("linear" or "log")

'hist.color': '#aec7e8'

Color

Copy All Parameters

Column Insights

1. depth is skewed

table

'hist.bins': 50

Number of bins in the histogram

'hist.yscale': 'linear'

Y-axis scale ("linear" or "log")

'hist.color': '#aec7e8'

Color

Copy All Parameters

Column Insights

1. table is skewed

price

'hist.bins': 50

Number of bins in the histogram

'hist.yscale': 'linear'

Y-axis scale ("linear" or "log")

'hist.color': '#aec7e8'

Color

Copy All Parameters

Column Insights

1. price is skewed

x

'hist.bins': 50

Number of bins in the histogram

'hist.yscale': 'linear'

Y-axis scale ("linear" or "log")

'hist.color': '#aec7e8'

Color

Copy All Parameters

y

'hist.bins': 50

Number of bins in the histogram

'hist.yscale': 'linear'

Y-axis scale ("linear" or "log")

'hist.color': '#aec7e8'

Color

Copy All Parameters

Column Insights

1. y is skewed

z

'hist.bins': 50

Number of bins in the histogram

'hist.yscale': 'linear'

Y-axis scale ("linear" or "log")

'hist.color': '#aec7e8'

Color

Copy All Parameters

Column Insights

1. z is skewed

plot(data, 'price')

Stats Histogram KDE Plot Normal Q-Q Plot Box Plot Value Table

Overview

Approximate Distinct Count	11602
Approximate Unique (%)	21.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	842.8 KB
Mean	3932.7997
Minimum	326
Maximum	18823
Zeros	0
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

Quantile Statistics

Minimum	326
5-th Percentile	544
Q1	950
Median	2401
Q3	5324.25
95-th Percentile	13107.1
Maximum	18823
Range	18497
IQR	4374.25

Descriptive Statistics

Mean	3932.7997
Standard Deviation	3989.4397
Variance	1.5916e+07
Sum	2.1214e+08
Skewness	1.6184
Kurtosis	2.1774
Coefficient of Variation	1.0144

'hist.bins': 50

Number of bins in the histogram

'hist.yscale': 'linear'

Y-axis scale ("linear" or "log")

'hist.color': '#aec7e8'

Color

'height': 400

Height of the plot

'width': 450

Width of the plot

Copy All Parameters

• price is skewed right (γ1 = 1.6184)

'kde.bins': 50

Number of bins in the histogram

'kde.yscale': 'linear'

Y-axis scale ("linear" or "log")

'kde.hist_color': '#aec7e8'

Color of the density histogram

'kde.line_color': '#d62728'

Color of the density line

'height': 400

Height of the plot

'width': 450

Width of the plot

Copy All Parameters

'qqnorm.point_color': #1f77b4

Color of the points

'qqnorm.line_color': #d62728

Color of the line

'height': 400

Height of the plot

'width': 450

Width of the plot

Copy All Parameters

• price is not normally distributed (p-value 1.853271825659815e-13)

'box.color': #1f77b4

Color

'height': 400

Height of the plot

'width': 450

Width of the plot

Copy All Parameters

• price has 3540 outliers

'value_table.ngroups': 10

The number of distinct values to show

Copy All Parameters

Value	Count	Frequency (%)
605	132	0.2%
802	127	0.2%
625	126	0.2%
828	125	0.2%
776	124	0.2%
698	121	0.2%
789	121	0.2%
544	120	0.2%
666	114	0.2%
552	113	0.2%
Other values (11592)	52717	97.7%